Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 1631 |
| Missing cells | 1651 |
| Missing cells (%) | 4.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 305.9 KiB |
| Average record size in memory | 192.1 B |
Variable types
| Numeric | 19 |
|---|---|
| Categorical | 4 |
| Boolean | 1 |
Aneu_neck is highly overall correlated with Aneu_width and 12 other fields | High correlation |
Aneu_width is highly overall correlated with Aneu_neck and 15 other fields | High correlation |
Aneu_depth is highly overall correlated with Aneu_neck and 15 other fields | High correlation |
Aneu_height is highly overall correlated with Aneu_width and 14 other fields | High correlation |
Aneu_volume is highly overall correlated with Aneu_neck and 14 other fields | High correlation |
coil_length1 is highly overall correlated with Aneu_neck and 15 other fields | High correlation |
coil_size1 is highly overall correlated with Aneu_neck and 15 other fields | High correlation |
coil_length2 is highly overall correlated with Aneu_neck and 15 other fields | High correlation |
coil_size2 is highly overall correlated with Aneu_neck and 15 other fields | High correlation |
coil_length3 is highly overall correlated with Aneu_neck and 15 other fields | High correlation |
coil_size3 is highly overall correlated with Aneu_neck and 15 other fields | High correlation |
coil_length4 is highly overall correlated with Aneu_neck and 15 other fields | High correlation |
coil_size4 is highly overall correlated with Aneu_neck and 14 other fields | High correlation |
coil_length5 is highly overall correlated with Aneu_neck and 15 other fields | High correlation |
coil_size5 is highly overall correlated with Aneu_width and 13 other fields | High correlation |
coil_count is highly overall correlated with Aneu_neck and 15 other fields | High correlation |
Aneu_width_label is highly overall correlated with Aneu_width and 11 other fields | High correlation |
Aneu_neck has 35 (2.1%) missing values | Missing |
Aneu_depth has 52 (3.2%) missing values | Missing |
Adj_tech has 68 (4.2%) missing values | Missing |
VER has 314 (19.3%) missing values | Missing |
coil_length3 has 54 (3.3%) missing values | Missing |
coil_size3 has 54 (3.3%) missing values | Missing |
coil_length4 has 165 (10.1%) missing values | Missing |
coil_size4 has 165 (10.1%) missing values | Missing |
coil_length5 has 348 (21.3%) missing values | Missing |
coil_size5 has 349 (21.4%) missing values | Missing |
Aneu_volume has 52 (3.2%) zeros | Zeros |
Reproduction
| Analysis started | 2023-09-16 06:30:55.926573 |
|---|---|
| Analysis finished | 2023-09-16 06:31:28.848494 |
| Duration | 32.92 seconds |
| Software version | pandas-profiling v0.0.dev0 |
| Download configuration | config.json |
ID
Real number (ℝ)
| Distinct | 1629 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1320.6849 |
| Minimum | 1 |
|---|---|
| Maximum | 2515 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 188 |
| Q1 | 703.5 |
| median | 1362 |
| Q3 | 1924.5 |
| 95-th percentile | 2387.5 |
| Maximum | 2515 |
| Range | 2514 |
| Interquartile range (IQR) | 1221 |
Descriptive statistics
| Standard deviation | 706.52066 |
|---|---|
| Coefficient of variation (CV) | 0.53496537 |
| Kurtosis | -1.1716869 |
| Mean | 1320.6849 |
| Median Absolute Deviation (MAD) | 611 |
| Skewness | -0.10446541 |
| Sum | 2154037 |
| Variance | 499171.44 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2426 | 2 | 0.1% |
| 1564 | 2 | 0.1% |
| 1747 | 1 | 0.1% |
| 1746 | 1 | 0.1% |
| 1745 | 1 | 0.1% |
| 1744 | 1 | 0.1% |
| 1743 | 1 | 0.1% |
| 1742 | 1 | 0.1% |
| 1741 | 1 | 0.1% |
| 1740 | 1 | 0.1% |
| Other values (1619) | 1619 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 8 | 1 | |
| 11 | 1 | |
| 16 | 1 | |
| 17 | 1 | |
| 20 | 1 | |
| 27 | 1 | |
| 30 | 1 |
| Value | Count | Frequency (%) |
| 2515 | 1 | |
| 2514 | 1 | |
| 2513 | 1 | |
| 2512 | 1 | |
| 2511 | 1 | |
| 2510 | 1 | |
| 2509 | 1 | |
| 2506 | 1 | |
| 2504 | 1 | |
| 2503 | 1 |
Sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.9 KiB |
| woman | |
|---|---|
| man |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.5119559 |
| Min length | 3 |
Characters and Unicode
| Total characters | 7359 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | woman |
|---|---|
| 2nd row | woman |
| 3rd row | woman |
| 4th row | woman |
| 5th row | woman |
Common Values
| Value | Count | Frequency (%) |
| woman | 1233 | |
| man | 398 | 24.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| woman | 1233 | |
| man | 398 | 24.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 1631 | |
| a | 1631 | |
| n | 1631 | |
| w | 1233 | |
| o | 1233 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7359 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| m | 1631 | |
| a | 1631 | |
| n | 1631 | |
| w | 1233 | |
| o | 1233 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7359 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| m | 1631 | |
| a | 1631 | |
| n | 1631 | |
| w | 1233 | |
| o | 1233 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7359 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| m | 1631 | |
| a | 1631 | |
| n | 1631 | |
| w | 1233 | |
| o | 1233 |
Age
Real number (ℝ)
| Distinct | 64 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59.067443 |
| Minimum | 16 |
|---|---|
| Maximum | 88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 39 |
| Q1 | 51 |
| median | 60 |
| Q3 | 68 |
| 95-th percentile | 76 |
| Maximum | 88 |
| Range | 72 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 11.535929 |
|---|---|
| Coefficient of variation (CV) | 0.19530097 |
| Kurtosis | -0.29708293 |
| Mean | 59.067443 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.33175231 |
| Sum | 96339 |
| Variance | 133.07766 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 58 | 64 | 3.9% |
| 66 | 63 | 3.9% |
| 64 | 61 | 3.7% |
| 65 | 57 | 3.5% |
| 57 | 55 | 3.4% |
| 62 | 55 | 3.4% |
| 69 | 51 | 3.1% |
| 67 | 51 | 3.1% |
| 63 | 50 | 3.1% |
| 73 | 49 | 3.0% |
| Other values (54) | 1075 |
| Value | Count | Frequency (%) |
| 16 | 1 | 0.1% |
| 19 | 1 | 0.1% |
| 20 | 1 | 0.1% |
| 26 | 1 | 0.1% |
| 27 | 2 | 0.1% |
| 28 | 3 | |
| 29 | 2 | 0.1% |
| 30 | 1 | 0.1% |
| 31 | 5 | |
| 32 | 3 |
| Value | Count | Frequency (%) |
| 88 | 1 | 0.1% |
| 87 | 3 | 0.2% |
| 85 | 2 | 0.1% |
| 84 | 3 | 0.2% |
| 82 | 4 | 0.2% |
| 81 | 10 | |
| 80 | 7 | |
| 79 | 10 | |
| 78 | 14 | |
| 77 | 14 |
Aneu_location
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.9 KiB |
| ICA | |
|---|---|
| ACA | |
| MCA | |
| BA | |
| VA | 46 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.8939301 |
| Min length | 2 |
Characters and Unicode
| Total characters | 4720 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ICA |
|---|---|
| 2nd row | ICA |
| 3rd row | ICA |
| 4th row | ICA |
| 5th row | MCA |
Common Values
| Value | Count | Frequency (%) |
| ICA | 1083 | |
| ACA | 230 | 14.1% |
| MCA | 145 | 8.9% |
| BA | 127 | 7.8% |
| VA | 46 | 2.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ica | 1083 | |
| aca | 230 | 14.1% |
| mca | 145 | 8.9% |
| ba | 127 | 7.8% |
| va | 46 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 1861 | |
| C | 1458 | |
| I | 1083 | |
| M | 145 | 3.1% |
| B | 127 | 2.7% |
| V | 46 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 4720 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 1861 | |
| C | 1458 | |
| I | 1083 | |
| M | 145 | 3.1% |
| B | 127 | 2.7% |
| V | 46 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4720 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 1861 | |
| C | 1458 | |
| I | 1083 | |
| M | 145 | 3.1% |
| B | 127 | 2.7% |
| V | 46 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4720 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 1861 | |
| C | 1458 | |
| I | 1083 | |
| M | 145 | 3.1% |
| B | 127 | 2.7% |
| V | 46 | 1.0% |
Aneu_neck
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 126 |
|---|---|
| Distinct (%) | 7.9% |
| Missing | 35 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.570131 |
| Minimum | 1.3 |
|---|---|
| Maximum | 22.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1.3 |
|---|---|
| 5-th percentile | 2.5 |
| Q1 | 3.5 |
| median | 4.2 |
| Q3 | 5.3 |
| 95-th percentile | 7.6 |
| Maximum | 22.4 |
| Range | 21.1 |
| Interquartile range (IQR) | 1.8 |
Descriptive statistics
| Standard deviation | 1.7348257 |
|---|---|
| Coefficient of variation (CV) | 0.37960087 |
| Kurtosis | 13.053058 |
| Mean | 4.570131 |
| Median Absolute Deviation (MAD) | 0.9 |
| Skewness | 2.2927986 |
| Sum | 7293.929 |
| Variance | 3.0096202 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.6 | 63 | 3.9% |
| 4 | 55 | 3.4% |
| 4.2 | 54 | 3.3% |
| 3.9 | 53 | 3.2% |
| 4.1 | 52 | 3.2% |
| 4.4 | 52 | 3.2% |
| 3.4 | 50 | 3.1% |
| 3.1 | 47 | 2.9% |
| 3.5 | 47 | 2.9% |
| 4.3 | 46 | 2.8% |
| Other values (116) | 1077 |
| Value | Count | Frequency (%) |
| 1.3 | 1 | 0.1% |
| 1.5 | 1 | 0.1% |
| 1.6 | 3 | 0.2% |
| 1.7 | 3 | 0.2% |
| 1.8 | 7 | |
| 1.9 | 3 | 0.2% |
| 2 | 11 | |
| 2.1 | 8 | |
| 2.2 | 10 | |
| 2.27 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 22.4 | 1 | 0.1% |
| 19.3 | 1 | 0.1% |
| 16.6 | 1 | 0.1% |
| 13.5 | 1 | 0.1% |
| 12.2 | 1 | 0.1% |
| 12 | 1 | 0.1% |
| 11.8 | 1 | 0.1% |
| 11.3 | 1 | 0.1% |
| 11 | 4 | |
| 10.9 | 1 | 0.1% |
Aneu_width
Real number (ℝ)
| Distinct | 164 |
|---|---|
| Distinct (%) | 10.1% |
| Missing | 13 |
| Missing (%) | 0.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5564567 |
| Minimum | 1.2 |
|---|---|
| Maximum | 25.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1.2 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6.3 |
| 95-th percentile | 10.1 |
| Maximum | 25.7 |
| Range | 24.5 |
| Interquartile range (IQR) | 2.3 |
Descriptive statistics
| Standard deviation | 2.529527 |
|---|---|
| Coefficient of variation (CV) | 0.45524102 |
| Kurtosis | 10.747461 |
| Mean | 5.5564567 |
| Median Absolute Deviation (MAD) | 1.1 |
| Skewness | 2.577929 |
| Sum | 8990.347 |
| Variance | 6.398507 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.5 | 51 | 3.1% |
| 4 | 50 | 3.1% |
| 4.7 | 49 | 3.0% |
| 4.3 | 48 | 2.9% |
| 4.4 | 46 | 2.8% |
| 4.1 | 45 | 2.8% |
| 5 | 42 | 2.6% |
| 4.9 | 42 | 2.6% |
| 4.2 | 41 | 2.5% |
| 5.8 | 39 | 2.4% |
| Other values (154) | 1165 |
| Value | Count | Frequency (%) |
| 1.2 | 1 | 0.1% |
| 1.3 | 1 | 0.1% |
| 1.4 | 2 | |
| 1.5 | 1 | 0.1% |
| 1.8 | 2 | |
| 2 | 3 | |
| 2.1 | 4 | |
| 2.2 | 4 | |
| 2.3 | 2 | |
| 2.35 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 25.7 | 1 | 0.1% |
| 23 | 1 | 0.1% |
| 20.9 | 1 | 0.1% |
| 20 | 4 | |
| 19.8 | 1 | 0.1% |
| 19.54 | 1 | 0.1% |
| 19.37 | 1 | 0.1% |
| 19 | 1 | 0.1% |
| 17.9 | 1 | 0.1% |
| 17.7 | 1 | 0.1% |
Aneu_depth
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 184 |
|---|---|
| Distinct (%) | 11.7% |
| Missing | 52 |
| Missing (%) | 3.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5820684 |
| Minimum | 1.8 |
|---|---|
| Maximum | 28.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1.8 |
|---|---|
| 5-th percentile | 3.2 |
| Q1 | 4.2 |
| median | 5 |
| Q3 | 6.3 |
| 95-th percentile | 9.8 |
| Maximum | 28.5 |
| Range | 26.7 |
| Interquartile range (IQR) | 2.1 |
Descriptive statistics
| Standard deviation | 2.3905232 |
|---|---|
| Coefficient of variation (CV) | 0.42825043 |
| Kurtosis | 14.275847 |
| Mean | 5.5820684 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.892419 |
| Sum | 8814.086 |
| Variance | 5.714601 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4 | 65 | 4.0% |
| 4.5 | 54 | 3.3% |
| 5 | 53 | 3.2% |
| 4.3 | 51 | 3.1% |
| 4.2 | 48 | 2.9% |
| 5.2 | 48 | 2.9% |
| 4.9 | 47 | 2.9% |
| 3.9 | 47 | 2.9% |
| 4.7 | 46 | 2.8% |
| 4.6 | 44 | 2.7% |
| Other values (174) | 1076 | |
| (Missing) | 52 | 3.2% |
| Value | Count | Frequency (%) |
| 1.8 | 1 | 0.1% |
| 1.9 | 2 | 0.1% |
| 2 | 2 | 0.1% |
| 2.1 | 3 | |
| 2.2 | 1 | 0.1% |
| 2.3 | 3 | |
| 2.4 | 1 | 0.1% |
| 2.5 | 4 | |
| 2.6 | 6 | |
| 2.7 | 6 |
| Value | Count | Frequency (%) |
| 28.5 | 1 | |
| 21.5 | 2 | |
| 21.3 | 1 | |
| 21.27 | 1 | |
| 20.85 | 1 | |
| 18 | 1 | |
| 17.6 | 1 | |
| 17.03 | 1 | |
| 17 | 2 | |
| 16.9 | 1 |
Aneu_height
Real number (ℝ)
| Distinct | 156 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7615708 |
| Minimum | 1.9 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1.9 |
|---|---|
| 5-th percentile | 3.2 |
| Q1 | 4.2 |
| median | 5.1 |
| Q3 | 6.4 |
| 95-th percentile | 10.3 |
| Maximum | 31 |
| Range | 29.1 |
| Interquartile range (IQR) | 2.2 |
Descriptive statistics
| Standard deviation | 2.8657981 |
|---|---|
| Coefficient of variation (CV) | 0.49739875 |
| Kurtosis | 22.556416 |
| Mean | 5.7615708 |
| Median Absolute Deviation (MAD) | 1.1 |
| Skewness | 3.7727043 |
| Sum | 9397.122 |
| Variance | 8.212799 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.4 | 62 | 3.8% |
| 4.9 | 53 | 3.2% |
| 4.6 | 48 | 2.9% |
| 5.2 | 48 | 2.9% |
| 4.1 | 48 | 2.9% |
| 4 | 47 | 2.9% |
| 3.8 | 44 | 2.7% |
| 3.9 | 44 | 2.7% |
| 5.1 | 43 | 2.6% |
| 4.2 | 43 | 2.6% |
| Other values (146) | 1151 |
| Value | Count | Frequency (%) |
| 1.9 | 4 | 0.2% |
| 2 | 1 | 0.1% |
| 2.1 | 3 | 0.2% |
| 2.4 | 2 | 0.1% |
| 2.5 | 7 | |
| 2.6 | 2 | 0.1% |
| 2.7 | 8 | |
| 2.8 | 5 | 0.3% |
| 2.9 | 6 | 0.4% |
| 3 | 16 |
| Value | Count | Frequency (%) |
| 31 | 1 | |
| 30.8 | 1 | |
| 30 | 1 | |
| 29.53 | 1 | |
| 26.9 | 1 | |
| 25.9 | 1 | |
| 25.4 | 1 | |
| 25 | 1 | |
| 24 | 1 | |
| 23 | 2 |
Aneu_volume
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1100 |
|---|---|
| Distinct (%) | 67.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 153.32998 |
| Minimum | 0 |
|---|---|
| Maximum | 8823.5193 |
| Zeros | 52 |
| Zeros (%) | 3.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12.460043 |
| Q1 | 35.296217 |
| median | 62.3133 |
| Q3 | 127.35186 |
| 95-th percentile | 486.55661 |
| Maximum | 8823.5193 |
| Range | 8823.5193 |
| Interquartile range (IQR) | 92.055642 |
Descriptive statistics
| Standard deviation | 455.00211 |
|---|---|
| Coefficient of variation (CV) | 2.9674699 |
| Kurtosis | 179.17673 |
| Mean | 153.32998 |
| Median Absolute Deviation (MAD) | 32.90406 |
| Skewness | 11.746468 |
| Sum | 250081.2 |
| Variance | 207026.92 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 52 | 3.2% |
| 41.58616 | 7 | 0.4% |
| 33.4724 | 7 | 0.4% |
| 32.61413333 | 7 | 0.4% |
| 41.51865 | 7 | 0.4% |
| 40.64102 | 6 | 0.4% |
| 47.6652 | 6 | 0.4% |
| 61.46707 | 6 | 0.4% |
| 21.79683333 | 6 | 0.4% |
| 23.7384 | 6 | 0.4% |
| Other values (1090) | 1521 |
| Value | Count | Frequency (%) |
| 0 | 52 | |
| 2.76948 | 1 | 0.1% |
| 3.231583333 | 1 | 0.1% |
| 3.40062 | 1 | 0.1% |
| 3.977333333 | 1 | 0.1% |
| 4.30808 | 1 | 0.1% |
| 5.01144 | 2 | 0.1% |
| 5.296133333 | 1 | 0.1% |
| 5.8404 | 1 | 0.1% |
| 6.018333333 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8823.51932 | 1 | |
| 8385.36215 | 1 | |
| 5175.766667 | 1 | |
| 5002.628846 | 1 | |
| 4924.967017 | 1 | |
| 4635.2052 | 1 | |
| 2993.466667 | 1 | |
| 2852.267147 | 1 | |
| 2556.1013 | 1 | |
| 2491.066667 | 1 |
Adj_tech
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 68 |
| Missing (%) | 4.2% |
| Memory size | 12.9 KiB |
| Double cathe | |
|---|---|
| Stent assist | |
| BAT | |
| Simple |
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 9.4740883 |
| Min length | 3 |
Characters and Unicode
| Total characters | 14808 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Simple |
|---|---|
| 2nd row | Simple |
| 3rd row | Simple |
| 4th row | BAT |
| 5th row | BAT |
Common Values
| Value | Count | Frequency (%) |
| Double cathe | 558 | |
| Stent assist | 483 | |
| BAT | 272 | |
| Simple | 250 | |
| (Missing) | 68 | 4.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| double | 558 | |
| cathe | 558 | |
| stent | 483 | |
| assist | 483 | |
| bat | 272 | |
| simple | 250 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 2007 | |
| e | 1849 | |
| s | 1449 | 9.8% |
| 1041 | 7.0% | |
| a | 1041 | 7.0% |
| l | 808 | 5.5% |
| i | 733 | 5.0% |
| S | 733 | 5.0% |
| D | 558 | 3.8% |
| o | 558 | 3.8% |
| Other values (10) | 4031 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 11660 | |
| Uppercase Letter | 2107 | 14.2% |
| Space Separator | 1041 | 7.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 2007 | |
| e | 1849 | |
| s | 1449 | |
| a | 1041 | |
| l | 808 | |
| i | 733 | 6.3% |
| o | 558 | 4.8% |
| h | 558 | 4.8% |
| c | 558 | 4.8% |
| b | 558 | 4.8% |
| Other values (4) | 1541 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 733 | |
| D | 558 | |
| B | 272 | 12.9% |
| A | 272 | 12.9% |
| T | 272 | 12.9% |
Space Separator
| Value | Count | Frequency (%) |
| 1041 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 13767 | |
| Common | 1041 | 7.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 2007 | |
| e | 1849 | |
| s | 1449 | |
| a | 1041 | 7.6% |
| l | 808 | 5.9% |
| i | 733 | 5.3% |
| S | 733 | 5.3% |
| D | 558 | 4.1% |
| o | 558 | 4.1% |
| h | 558 | 4.1% |
| Other values (9) | 3473 |
Common
| Value | Count | Frequency (%) |
| 1041 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 14808 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 2007 | |
| e | 1849 | |
| s | 1449 | 9.8% |
| 1041 | 7.0% | |
| a | 1041 | 7.0% |
| l | 808 | 5.5% |
| i | 733 | 5.0% |
| S | 733 | 5.0% |
| D | 558 | 3.8% |
| o | 558 | 3.8% |
| Other values (10) | 4031 |
Is_bleb
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1307 | |
| True | 324 | 19.9% |
VER
Real number (ℝ)
| Distinct | 266 |
|---|---|
| Distinct (%) | 20.2% |
| Missing | 314 |
| Missing (%) | 19.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.97629 |
| Minimum | 5.9 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 5.9 |
|---|---|
| 5-th percentile | 17.68 |
| Q1 | 22.4 |
| median | 25.7 |
| Q3 | 28.8 |
| 95-th percentile | 35.52 |
| Maximum | 60 |
| Range | 54.1 |
| Interquartile range (IQR) | 6.4 |
Descriptive statistics
| Standard deviation | 5.6824488 |
|---|---|
| Coefficient of variation (CV) | 0.21875521 |
| Kurtosis | 2.4684543 |
| Mean | 25.97629 |
| Median Absolute Deviation (MAD) | 3.2 |
| Skewness | 0.66326665 |
| Sum | 34210.774 |
| Variance | 32.290224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24 | 22 | 1.3% |
| 24.6 | 20 | 1.2% |
| 26.9 | 18 | 1.1% |
| 21.8 | 17 | 1.0% |
| 27.9 | 16 | 1.0% |
| 23.6 | 15 | 0.9% |
| 25.2 | 15 | 0.9% |
| 26.4 | 15 | 0.9% |
| 27.2 | 14 | 0.9% |
| 24.3 | 14 | 0.9% |
| Other values (256) | 1151 | |
| (Missing) | 314 | 19.3% |
| Value | Count | Frequency (%) |
| 5.9 | 1 | |
| 8.1 | 1 | |
| 8.4 | 1 | |
| 8.8 | 1 | |
| 9.8 | 1 | |
| 10.8 | 1 | |
| 11 | 1 | |
| 11.3 | 1 | |
| 11.7 | 1 | |
| 12.1 | 1 |
| Value | Count | Frequency (%) |
| 60 | 1 | |
| 52.9 | 1 | |
| 52.8 | 1 | |
| 48.7 | 2 | |
| 45.3 | 1 | |
| 44.8 | 1 | |
| 44.4 | 1 | |
| 44.3 | 1 | |
| 44.1 | 2 | |
| 43.9 | 1 |
coil_length1
Real number (ℝ)
| Distinct | 27 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.491355 |
| Minimum | 2 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 8 |
| median | 8 |
| Q3 | 15 |
| 95-th percentile | 30 |
| Maximum | 50 |
| Range | 48 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 6.9968577 |
|---|---|
| Coefficient of variation (CV) | 0.60888013 |
| Kurtosis | 4.0958543 |
| Mean | 11.491355 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.8387127 |
| Sum | 18742.4 |
| Variance | 48.956017 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 8 | 441 | |
| 6 | 264 | |
| 10 | 231 | |
| 15 | 216 | |
| 20 | 144 | 8.8% |
| 4 | 90 | 5.5% |
| 30 | 83 | 5.1% |
| 12 | 61 | 3.7% |
| 7 | 18 | 1.1% |
| 3 | 16 | 1.0% |
| Other values (17) | 67 | 4.1% |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.1% |
| 3 | 16 | 1.0% |
| 4 | 90 | 5.5% |
| 6 | 264 | |
| 7 | 18 | 1.1% |
| 7.5 | 1 | 0.1% |
| 8 | 441 | |
| 9 | 14 | 0.9% |
| 10 | 231 | |
| 11 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 50 | 4 | 0.2% |
| 45 | 1 | 0.1% |
| 40 | 8 | 0.5% |
| 36 | 1 | 0.1% |
| 33 | 1 | 0.1% |
| 30 | 83 | |
| 25 | 14 | 0.9% |
| 24 | 1 | 0.1% |
| 21 | 1 | 0.1% |
| 20 | 144 |
coil_size1
Real number (ℝ)
| Distinct | 22 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.7930717 |
| Minimum | 1.5 |
|---|---|
| Maximum | 24 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1.5 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 9 |
| Maximum | 24 |
| Range | 22.5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.3906017 |
|---|---|
| Coefficient of variation (CV) | 0.49876193 |
| Kurtosis | 17.151665 |
| Mean | 4.7930717 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.3301077 |
| Sum | 7817.5 |
| Variance | 5.7149765 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 4 | 420 | |
| 3 | 344 | |
| 5 | 282 | |
| 6 | 177 | |
| 3.5 | 63 | 3.9% |
| 4.5 | 62 | 3.8% |
| 8 | 61 | 3.7% |
| 7 | 61 | 3.7% |
| 2.5 | 41 | 2.5% |
| 2 | 31 | 1.9% |
| Other values (12) | 89 | 5.5% |
| Value | Count | Frequency (%) |
| 1.5 | 3 | 0.2% |
| 2 | 31 | 1.9% |
| 2.5 | 41 | 2.5% |
| 3 | 344 | |
| 3.5 | 63 | 3.9% |
| 4 | 420 | |
| 4.5 | 62 | 3.8% |
| 5 | 282 | |
| 6 | 177 | |
| 7 | 61 | 3.7% |
| Value | Count | Frequency (%) |
| 24 | 2 | 0.1% |
| 22 | 1 | 0.1% |
| 20 | 9 | 0.6% |
| 18 | 2 | 0.1% |
| 16 | 3 | 0.2% |
| 14 | 6 | 0.4% |
| 13 | 1 | 0.1% |
| 12 | 10 | 0.6% |
| 11 | 1 | 0.1% |
| 10 | 29 |
coil_length2
Real number (ℝ)
| Distinct | 27 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 11 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.3650617 |
| Minimum | 1 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 6 |
| Q3 | 10 |
| 95-th percentile | 20 |
| Maximum | 50 |
| Range | 49 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 6.3017191 |
|---|---|
| Coefficient of variation (CV) | 0.75333802 |
| Kurtosis | 8.3248711 |
| Mean | 8.3650617 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.5419998 |
| Sum | 13551.4 |
| Variance | 39.711663 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 4 | 353 | |
| 6 | 352 | |
| 8 | 316 | |
| 10 | 175 | |
| 3 | 109 | 6.7% |
| 15 | 82 | 5.0% |
| 20 | 69 | 4.2% |
| 30 | 56 | 3.4% |
| 12 | 39 | 2.4% |
| 2 | 33 | 2.0% |
| Other values (17) | 36 | 2.2% |
| (Missing) | 11 | 0.7% |
| Value | Count | Frequency (%) |
| 1 | 3 | 0.2% |
| 2 | 33 | 2.0% |
| 2.5 | 1 | 0.1% |
| 3 | 109 | 6.7% |
| 3.5 | 1 | 0.1% |
| 4 | 353 | |
| 5 | 2 | 0.1% |
| 5.4 | 1 | 0.1% |
| 6 | 352 | |
| 7 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 50 | 4 | 0.2% |
| 40 | 2 | 0.1% |
| 36 | 1 | 0.1% |
| 30 | 56 | |
| 25 | 2 | 0.1% |
| 24 | 1 | 0.1% |
| 20 | 69 | |
| 17 | 1 | 0.1% |
| 15 | 82 | |
| 13.6 | 1 | 0.1% |
coil_size2
Real number (ℝ)
| Distinct | 23 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 10 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8022825 |
| Minimum | 1 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2.5 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 30 |
| Range | 29 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 2.3597554 |
|---|---|
| Coefficient of variation (CV) | 0.62061547 |
| Kurtosis | 29.482309 |
| Mean | 3.8022825 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.3461732 |
| Sum | 6163.5 |
| Variance | 5.5684454 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 3 | 480 | |
| 2 | 295 | |
| 4 | 283 | |
| 5 | 138 | 8.5% |
| 2.5 | 114 | 7.0% |
| 6 | 95 | 5.8% |
| 3.5 | 50 | 3.1% |
| 4.5 | 36 | 2.2% |
| 8 | 34 | 2.1% |
| 7 | 22 | 1.3% |
| Other values (13) | 74 | 4.5% |
| Value | Count | Frequency (%) |
| 1 | 8 | 0.5% |
| 1.5 | 17 | 1.0% |
| 2 | 295 | |
| 2.5 | 114 | 7.0% |
| 3 | 480 | |
| 3.5 | 50 | 3.1% |
| 4 | 283 | |
| 4.5 | 36 | 2.2% |
| 5 | 138 | 8.5% |
| 6 | 95 | 5.8% |
| Value | Count | Frequency (%) |
| 30 | 1 | 0.1% |
| 24 | 2 | 0.1% |
| 22 | 2 | 0.1% |
| 20 | 5 | 0.3% |
| 18 | 2 | 0.1% |
| 16 | 3 | 0.2% |
| 14 | 3 | 0.2% |
| 13 | 1 | 0.1% |
| 12 | 5 | 0.3% |
| 10 | 14 |
coil_length3
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 23 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 54 |
| Missing (%) | 3.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0701332 |
| Minimum | 1 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 20 |
| Maximum | 50 |
| Range | 49 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 5.7801594 |
|---|---|
| Coefficient of variation (CV) | 0.81754605 |
| Kurtosis | 12.257727 |
| Mean | 7.0701332 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.9560735 |
| Sum | 11149.6 |
| Variance | 33.410243 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 4 | 432 | |
| 6 | 265 | |
| 8 | 237 | |
| 3 | 208 | |
| 10 | 130 | 8.0% |
| 2 | 93 | 5.7% |
| 15 | 80 | 4.9% |
| 20 | 41 | 2.5% |
| 30 | 37 | 2.3% |
| 12 | 24 | 1.5% |
| Other values (13) | 30 | 1.8% |
| (Missing) | 54 | 3.3% |
| Value | Count | Frequency (%) |
| 1 | 7 | 0.4% |
| 2 | 93 | 5.7% |
| 2.5 | 1 | 0.1% |
| 3 | 208 | |
| 3.5 | 2 | 0.1% |
| 4 | 432 | |
| 4.5 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 6 | 265 | |
| 7.5 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 50 | 4 | 0.2% |
| 40 | 1 | 0.1% |
| 30 | 37 | |
| 25 | 1 | 0.1% |
| 20 | 41 | |
| 15 | 80 | |
| 12.2 | 1 | 0.1% |
| 12 | 24 | 1.5% |
| 11.9 | 1 | 0.1% |
| 11 | 2 | 0.1% |
coil_size3
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 23 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 54 |
| Missing (%) | 3.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2958148 |
| Minimum | 1 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.5 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 30 |
| Range | 29 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.2415595 |
|---|---|
| Coefficient of variation (CV) | 0.68012301 |
| Kurtosis | 38.349904 |
| Mean | 3.2958148 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.9781493 |
| Sum | 5197.5 |
| Variance | 5.0245891 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 2 | 493 | |
| 3 | 382 | |
| 4 | 190 | 11.6% |
| 2.5 | 131 | 8.0% |
| 5 | 107 | 6.6% |
| 1.5 | 61 | 3.7% |
| 6 | 49 | 3.0% |
| 3.5 | 43 | 2.6% |
| 8 | 27 | 1.7% |
| 1 | 25 | 1.5% |
| Other values (13) | 69 | 4.2% |
| (Missing) | 54 | 3.3% |
| Value | Count | Frequency (%) |
| 1 | 25 | 1.5% |
| 1.5 | 61 | 3.7% |
| 2 | 493 | |
| 2.5 | 131 | 8.0% |
| 3 | 382 | |
| 3.5 | 43 | 2.6% |
| 4 | 190 | 11.6% |
| 4.5 | 24 | 1.5% |
| 5 | 107 | 6.6% |
| 6 | 49 | 3.0% |
| Value | Count | Frequency (%) |
| 30 | 1 | 0.1% |
| 26 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 22 | 1 | 0.1% |
| 20 | 4 | |
| 18 | 1 | 0.1% |
| 16 | 4 | |
| 14 | 2 | 0.1% |
| 12 | 5 | |
| 10 | 7 |
coil_length4
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 165 |
| Missing (%) | 10.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2770805 |
| Minimum | 1 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 4 |
| Q3 | 8 |
| 95-th percentile | 15 |
| Maximum | 50 |
| Range | 49 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 5.3077566 |
|---|---|
| Coefficient of variation (CV) | 0.84557727 |
| Kurtosis | 14.693993 |
| Mean | 6.2770805 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 3.1105867 |
| Sum | 9202.2 |
| Variance | 28.17228 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 4 | 403 | |
| 3 | 232 | |
| 6 | 197 | |
| 8 | 190 | |
| 2 | 175 | |
| 10 | 92 | 5.6% |
| 15 | 72 | 4.4% |
| 20 | 35 | 2.1% |
| 30 | 20 | 1.2% |
| 12 | 18 | 1.1% |
| Other values (9) | 32 | 2.0% |
| (Missing) | 165 |
| Value | Count | Frequency (%) |
| 1 | 15 | 0.9% |
| 2 | 175 | |
| 2.5 | 1 | 0.1% |
| 3 | 232 | |
| 3.5 | 1 | 0.1% |
| 4 | 403 | |
| 6 | 197 | |
| 7 | 1 | 0.1% |
| 8 | 190 | |
| 9 | 8 | 0.5% |
| Value | Count | Frequency (%) |
| 50 | 3 | 0.2% |
| 40 | 1 | 0.1% |
| 30 | 20 | 1.2% |
| 24 | 1 | 0.1% |
| 20 | 35 | 2.1% |
| 15 | 72 | |
| 12.2 | 1 | 0.1% |
| 12 | 18 | 1.1% |
| 10 | 92 | |
| 9 | 8 | 0.5% |
coil_size4
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 24 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 165 |
| Missing (%) | 10.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9782401 |
| Minimum | 1 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.5 |
| Q1 | 2 |
| median | 2.5 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 30 |
| Range | 29 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 2.0614975 |
|---|---|
| Coefficient of variation (CV) | 0.69218647 |
| Kurtosis | 50.635416 |
| Mean | 2.9782401 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 5.6503005 |
| Sum | 4366.1 |
| Variance | 4.2497719 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 2 | 596 | |
| 3 | 291 | |
| 4 | 145 | 8.9% |
| 2.5 | 99 | 6.1% |
| 1.5 | 98 | 6.0% |
| 5 | 81 | 5.0% |
| 6 | 35 | 2.1% |
| 1 | 34 | 2.1% |
| 3.5 | 24 | 1.5% |
| 8 | 19 | 1.2% |
| Other values (14) | 44 | 2.7% |
| (Missing) | 165 | 10.1% |
| Value | Count | Frequency (%) |
| 1 | 34 | 2.1% |
| 1.5 | 98 | 6.0% |
| 2 | 596 | |
| 2.5 | 99 | 6.1% |
| 3 | 291 | |
| 3.5 | 24 | 1.5% |
| 3.6 | 1 | 0.1% |
| 4 | 145 | 8.9% |
| 4.5 | 12 | 0.7% |
| 5 | 81 | 5.0% |
| Value | Count | Frequency (%) |
| 30 | 1 | 0.1% |
| 26 | 1 | 0.1% |
| 22 | 2 | |
| 20 | 2 | |
| 18 | 1 | 0.1% |
| 16 | 1 | 0.1% |
| 14 | 2 | |
| 12 | 4 | |
| 11 | 1 | 0.1% |
| 10 | 3 |
coil_length5
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 21 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 348 |
| Missing (%) | 21.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.832424 |
| Minimum | 1 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 4 |
| Q3 | 8 |
| 95-th percentile | 15 |
| Maximum | 50 |
| Range | 49 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 5.1660396 |
|---|---|
| Coefficient of variation (CV) | 0.88574486 |
| Kurtosis | 16.876671 |
| Mean | 5.832424 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 3.4020069 |
| Sum | 7483 |
| Variance | 26.687965 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 4 | 312 | |
| 3 | 228 | |
| 2 | 211 | |
| 6 | 191 | |
| 8 | 134 | 8.2% |
| 10 | 87 | 5.3% |
| 15 | 44 | 2.7% |
| 20 | 23 | 1.4% |
| 30 | 18 | 1.1% |
| 1 | 13 | 0.8% |
| Other values (11) | 22 | 1.3% |
| (Missing) | 348 |
| Value | Count | Frequency (%) |
| 1 | 13 | 0.8% |
| 2 | 211 | |
| 2.5 | 1 | 0.1% |
| 3 | 228 | |
| 3.5 | 2 | 0.1% |
| 4 | 312 | |
| 4.5 | 1 | 0.1% |
| 6 | 191 | |
| 7 | 1 | 0.1% |
| 8 | 134 |
| Value | Count | Frequency (%) |
| 50 | 2 | 0.1% |
| 45 | 1 | 0.1% |
| 33 | 1 | 0.1% |
| 30 | 18 | |
| 21 | 1 | 0.1% |
| 20 | 23 | |
| 17 | 1 | 0.1% |
| 15 | 44 | |
| 12 | 10 | 0.6% |
| 11 | 1 | 0.1% |
coil_size5
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 349 |
| Missing (%) | 21.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8295632 |
| Minimum | 1 |
|---|---|
| Maximum | 24 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.5 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 24 |
| Range | 23 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.8849645 |
|---|---|
| Coefficient of variation (CV) | 0.666168 |
| Kurtosis | 39.155225 |
| Mean | 2.8295632 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 5.1150134 |
| Sum | 3627.5 |
| Variance | 3.553091 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 2 | 561 | |
| 3 | 246 | |
| 4 | 106 | 6.5% |
| 1.5 | 96 | 5.9% |
| 2.5 | 93 | 5.7% |
| 5 | 62 | 3.8% |
| 1 | 36 | 2.2% |
| 6 | 25 | 1.5% |
| 3.5 | 15 | 0.9% |
| 8 | 9 | 0.6% |
| Other values (10) | 33 | 2.0% |
| (Missing) | 349 |
| Value | Count | Frequency (%) |
| 1 | 36 | 2.2% |
| 1.5 | 96 | 5.9% |
| 2 | 561 | |
| 2.5 | 93 | 5.7% |
| 3 | 246 | |
| 3.5 | 15 | 0.9% |
| 4 | 106 | 6.5% |
| 4.5 | 7 | 0.4% |
| 5 | 62 | 3.8% |
| 6 | 25 | 1.5% |
| Value | Count | Frequency (%) |
| 24 | 1 | 0.1% |
| 20 | 3 | 0.2% |
| 18 | 2 | 0.1% |
| 16 | 1 | 0.1% |
| 14 | 2 | 0.1% |
| 12 | 3 | 0.2% |
| 10 | 5 | |
| 9 | 1 | 0.1% |
| 8 | 9 | |
| 7 | 8 |
coil_count
Real number (ℝ)
| Distinct | 39 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.9865113 |
| Minimum | 1 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 17 |
| Maximum | 60 |
| Range | 59 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 5.3634587 |
|---|---|
| Coefficient of variation (CV) | 0.67156465 |
| Kurtosis | 20.275234 |
| Mean | 7.9865113 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 3.2840469 |
| Sum | 13026 |
| Variance | 28.766689 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 5 | 220 | |
| 6 | 220 | |
| 4 | 184 | |
| 7 | 174 | |
| 8 | 137 | |
| 9 | 117 | |
| 3 | 111 | |
| 10 | 81 | 5.0% |
| 11 | 80 | 4.9% |
| 12 | 49 | 3.0% |
| Other values (29) | 258 |
| Value | Count | Frequency (%) |
| 1 | 10 | 0.6% |
| 2 | 44 | 2.7% |
| 3 | 111 | |
| 4 | 184 | |
| 5 | 220 | |
| 6 | 220 | |
| 7 | 174 | |
| 8 | 137 | |
| 9 | 117 | |
| 10 | 81 | 5.0% |
| Value | Count | Frequency (%) |
| 60 | 2 | |
| 54 | 1 | |
| 50 | 1 | |
| 49 | 1 | |
| 35 | 1 | |
| 34 | 1 | |
| 33 | 1 | |
| 32 | 2 | |
| 31 | 1 | |
| 30 | 2 |
Aneu_width_label
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 13 |
| Missing (%) | 0.8% |
| Memory size | 12.9 KiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4854 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 1.0 |
| 4th row | 2.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 807 | |
| 1.0 | 513 | |
| 2.0 | 298 | 18.3% |
| (Missing) | 13 | 0.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 807 | |
| 1.0 | 513 | |
| 2.0 | 298 | 18.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2425 | |
| . | 1618 | |
| 1 | 513 | 10.6% |
| 2 | 298 | 6.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3236 | |
| Other Punctuation | 1618 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2425 | |
| 1 | 513 | 15.9% |
| 2 | 298 | 9.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1618 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4854 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2425 | |
| . | 1618 | |
| 1 | 513 | 10.6% |
| 2 | 298 | 6.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4854 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2425 | |
| . | 1618 | |
| 1 | 513 | 10.6% |
| 2 | 298 | 6.1% |
| ID | Age | Aneu_neck | Aneu_width | Aneu_depth | Aneu_height | Aneu_volume | VER | coil_length1 | coil_size1 | coil_length2 | coil_size2 | coil_length3 | coil_size3 | coil_length4 | coil_size4 | coil_length5 | coil_size5 | coil_count | Sex | Aneu_location | Adj_tech | Is_bleb | Aneu_width_label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID | 1.000 | -0.027 | 0.020 | -0.171 | -0.197 | -0.264 | -0.200 | 0.294 | -0.044 | -0.157 | -0.081 | -0.069 | -0.151 | -0.090 | -0.196 | -0.124 | -0.218 | -0.161 | -0.198 | 0.000 | 0.038 | 0.411 | 0.181 | 0.143 |
| Age | -0.027 | 1.000 | 0.101 | 0.112 | 0.121 | 0.109 | 0.110 | -0.106 | 0.030 | 0.038 | 0.069 | 0.042 | 0.059 | 0.038 | 0.046 | 0.037 | 0.046 | 0.030 | 0.113 | 0.130 | 0.088 | 0.096 | 0.000 | 0.078 |
| Aneu_neck | 0.020 | 0.101 | 1.000 | 0.672 | 0.591 | 0.437 | 0.579 | -0.109 | 0.543 | 0.514 | 0.561 | 0.542 | 0.556 | 0.541 | 0.555 | 0.536 | 0.510 | 0.450 | 0.599 | 0.010 | 0.102 | 0.197 | 0.033 | 0.457 |
| Aneu_width | -0.171 | 0.112 | 0.672 | 1.000 | 0.905 | 0.735 | 0.880 | -0.107 | 0.754 | 0.784 | 0.793 | 0.780 | 0.789 | 0.760 | 0.798 | 0.750 | 0.765 | 0.700 | 0.770 | 0.000 | 0.040 | 0.084 | 0.008 | 0.669 |
| Aneu_depth | -0.197 | 0.121 | 0.591 | 0.905 | 1.000 | 0.897 | 0.987 | -0.133 | 0.776 | 0.817 | 0.813 | 0.804 | 0.809 | 0.773 | 0.813 | 0.760 | 0.789 | 0.730 | 0.781 | 0.051 | 0.034 | 0.053 | 0.092 | 0.695 |
| Aneu_height | -0.264 | 0.109 | 0.437 | 0.735 | 0.897 | 1.000 | 0.848 | -0.154 | 0.711 | 0.762 | 0.739 | 0.730 | 0.736 | 0.702 | 0.736 | 0.682 | 0.706 | 0.670 | 0.702 | 0.061 | 0.000 | 0.047 | 0.078 | 0.524 |
| Aneu_volume | -0.200 | 0.110 | 0.579 | 0.880 | 0.987 | 0.848 | 1.000 | -0.131 | 0.731 | 0.760 | 0.758 | 0.750 | 0.749 | 0.722 | 0.761 | 0.711 | 0.739 | 0.685 | 0.744 | 0.025 | 0.000 | 0.022 | 0.000 | 0.214 |
| VER | 0.294 | -0.106 | -0.109 | -0.107 | -0.133 | -0.154 | -0.131 | 1.000 | 0.081 | 0.056 | 0.029 | 0.011 | -0.006 | -0.004 | -0.050 | -0.058 | -0.091 | -0.090 | 0.072 | 0.000 | 0.060 | 0.135 | 0.025 | 0.081 |
| coil_length1 | -0.044 | 0.030 | 0.543 | 0.754 | 0.776 | 0.711 | 0.731 | 0.081 | 1.000 | 0.882 | 0.790 | 0.780 | 0.759 | 0.732 | 0.718 | 0.677 | 0.661 | 0.610 | 0.603 | 0.017 | 0.102 | 0.123 | 0.038 | 0.557 |
| coil_size1 | -0.157 | 0.038 | 0.514 | 0.784 | 0.817 | 0.762 | 0.760 | 0.056 | 0.882 | 1.000 | 0.842 | 0.858 | 0.823 | 0.794 | 0.779 | 0.733 | 0.732 | 0.679 | 0.652 | 0.020 | 0.055 | 0.074 | 0.000 | 0.577 |
| coil_length2 | -0.081 | 0.069 | 0.561 | 0.793 | 0.813 | 0.739 | 0.758 | 0.029 | 0.790 | 0.842 | 1.000 | 0.902 | 0.861 | 0.801 | 0.806 | 0.753 | 0.742 | 0.685 | 0.646 | 0.027 | 0.070 | 0.098 | 0.000 | 0.587 |
| coil_size2 | -0.069 | 0.042 | 0.542 | 0.780 | 0.804 | 0.730 | 0.750 | 0.011 | 0.780 | 0.858 | 0.902 | 1.000 | 0.854 | 0.857 | 0.793 | 0.781 | 0.738 | 0.709 | 0.644 | 0.000 | 0.069 | 0.089 | 0.000 | 0.545 |
| coil_length3 | -0.151 | 0.059 | 0.556 | 0.789 | 0.809 | 0.736 | 0.749 | -0.006 | 0.759 | 0.823 | 0.861 | 0.854 | 1.000 | 0.890 | 0.872 | 0.794 | 0.794 | 0.724 | 0.666 | 0.054 | 0.076 | 0.085 | 0.000 | 0.591 |
| coil_size3 | -0.090 | 0.038 | 0.541 | 0.760 | 0.773 | 0.702 | 0.722 | -0.004 | 0.732 | 0.794 | 0.801 | 0.857 | 0.890 | 1.000 | 0.819 | 0.848 | 0.757 | 0.745 | 0.647 | 0.000 | 0.041 | 0.078 | 0.000 | 0.506 |
| coil_length4 | -0.196 | 0.046 | 0.555 | 0.798 | 0.813 | 0.736 | 0.761 | -0.050 | 0.718 | 0.779 | 0.806 | 0.793 | 0.872 | 0.819 | 1.000 | 0.863 | 0.881 | 0.786 | 0.699 | 0.053 | 0.072 | 0.044 | 0.000 | 0.583 |
| coil_size4 | -0.124 | 0.037 | 0.536 | 0.750 | 0.760 | 0.682 | 0.711 | -0.058 | 0.677 | 0.733 | 0.753 | 0.781 | 0.794 | 0.848 | 0.863 | 1.000 | 0.797 | 0.845 | 0.664 | 0.000 | 0.000 | 0.012 | 0.000 | 0.487 |
| coil_length5 | -0.218 | 0.046 | 0.510 | 0.765 | 0.789 | 0.706 | 0.739 | -0.091 | 0.661 | 0.732 | 0.742 | 0.738 | 0.794 | 0.757 | 0.881 | 0.797 | 1.000 | 0.843 | 0.676 | 0.055 | 0.073 | 0.031 | 0.000 | 0.525 |
| coil_size5 | -0.161 | 0.030 | 0.450 | 0.700 | 0.730 | 0.670 | 0.685 | -0.090 | 0.610 | 0.679 | 0.685 | 0.709 | 0.724 | 0.745 | 0.786 | 0.845 | 0.843 | 1.000 | 0.629 | 0.000 | 0.000 | 0.000 | 0.000 | 0.452 |
| coil_count | -0.198 | 0.113 | 0.599 | 0.770 | 0.781 | 0.702 | 0.744 | 0.072 | 0.603 | 0.652 | 0.646 | 0.644 | 0.666 | 0.647 | 0.699 | 0.664 | 0.676 | 0.629 | 1.000 | 0.056 | 0.075 | 0.072 | 0.085 | 0.548 |
| Sex | 0.000 | 0.130 | 0.010 | 0.000 | 0.051 | 0.061 | 0.025 | 0.000 | 0.017 | 0.020 | 0.027 | 0.000 | 0.054 | 0.000 | 0.053 | 0.000 | 0.055 | 0.000 | 0.056 | 1.000 | 0.300 | 0.072 | 0.000 | 0.000 |
| Aneu_location | 0.038 | 0.088 | 0.102 | 0.040 | 0.034 | 0.000 | 0.000 | 0.060 | 0.102 | 0.055 | 0.070 | 0.069 | 0.076 | 0.041 | 0.072 | 0.000 | 0.073 | 0.000 | 0.075 | 0.300 | 1.000 | 0.174 | 0.134 | 0.101 |
| Adj_tech | 0.411 | 0.096 | 0.197 | 0.084 | 0.053 | 0.047 | 0.022 | 0.135 | 0.123 | 0.074 | 0.098 | 0.089 | 0.085 | 0.078 | 0.044 | 0.012 | 0.031 | 0.000 | 0.072 | 0.072 | 0.174 | 1.000 | 0.087 | 0.076 |
| Is_bleb | 0.181 | 0.000 | 0.033 | 0.008 | 0.092 | 0.078 | 0.000 | 0.025 | 0.038 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.085 | 0.000 | 0.134 | 0.087 | 1.000 | 0.000 |
| Aneu_width_label | 0.143 | 0.078 | 0.457 | 0.669 | 0.695 | 0.524 | 0.214 | 0.081 | 0.557 | 0.577 | 0.587 | 0.545 | 0.591 | 0.506 | 0.583 | 0.487 | 0.525 | 0.452 | 0.548 | 0.000 | 0.101 | 0.076 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| ID | Sex | Age | Aneu_location | Aneu_neck | Aneu_width | Aneu_depth | Aneu_height | Aneu_volume | Adj_tech | Is_bleb | VER | coil_length1 | coil_size1 | coil_length2 | coil_size2 | coil_length3 | coil_size3 | coil_length4 | coil_size4 | coil_length5 | coil_size5 | coil_count | Aneu_width_label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | woman | 69 | ICA | 3.8 | 6.9 | 5.95 | 5.0 | 107.427250 | NaN | no | NaN | 15.0 | 6.0 | 6.0 | 3.0 | 6.0 | 3.0 | 6.0 | 3.0 | 4.0 | 3.0 | 8 | 1.0 |
| 1 | 2 | woman | 49 | ICA | 2.7 | 8.2 | 9.55 | 10.9 | 446.706343 | NaN | no | NaN | 30.0 | 8.0 | 20.0 | 6.0 | 20.0 | 5.0 | 10.0 | 4.0 | 10.0 | 4.0 | 9 | 2.0 |
| 2 | 3 | woman | 54 | ICA | 6.0 | 6.5 | 6.00 | 5.5 | 112.255000 | NaN | no | NaN | 15.0 | 7.0 | 10.0 | 5.0 | 10.0 | 4.0 | 8.0 | 4.0 | NaN | NaN | 4 | 1.0 |
| 3 | 8 | woman | 63 | ICA | 5.0 | 11.0 | 11.00 | 11.0 | 696.556667 | NaN | no | NaN | 30.0 | 10.0 | 30.0 | 8.0 | 20.0 | 8.0 | 15.0 | 6.0 | 15.0 | 6.0 | 15 | 2.0 |
| 4 | 11 | woman | 58 | MCA | 4.4 | 7.9 | 7.70 | 7.5 | 238.757750 | NaN | no | NaN | 12.0 | 7.0 | 20.0 | 6.0 | 20.0 | 8.0 | 8.0 | 4.0 | 15.0 | 5.0 | 12 | 2.0 |
| 5 | 16 | woman | 78 | ICA | 5.0 | 11.0 | 11.00 | 11.0 | 696.556667 | Simple | no | NaN | 30.0 | 10.0 | 30.0 | 10.0 | 20.0 | 8.0 | 20.0 | 6.0 | 12.0 | 5.0 | 15 | 2.0 |
| 6 | 17 | woman | 69 | MCA | 2.4 | 3.3 | 3.25 | 3.2 | 17.960800 | NaN | no | NaN | 2.0 | 2.5 | 1.0 | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2 | 0.0 |
| 7 | 20 | woman | 61 | ICA | 1.3 | 2.8 | 3.55 | 4.3 | 22.368313 | NaN | no | NaN | 6.0 | 3.0 | 3.0 | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2 | 0.0 |
| 8 | 27 | woman | 64 | ACA | 1.8 | 5.0 | 4.25 | 3.5 | 38.922917 | Simple | no | NaN | 6.0 | 4.0 | 2.0 | 2.0 | 2.0 | 2.0 | NaN | NaN | NaN | NaN | 3 | 1.0 |
| 9 | 30 | woman | 55 | ICA | 8.4 | 9.8 | 9.10 | 8.4 | 392.035280 | Simple | no | NaN | 30.0 | 10.0 | 8.0 | 4.0 | 8.0 | 4.0 | 8.0 | 4.0 | 10.0 | 3.0 | 11 | 2.0 |
| ID | Sex | Age | Aneu_location | Aneu_neck | Aneu_width | Aneu_depth | Aneu_height | Aneu_volume | Adj_tech | Is_bleb | VER | coil_length1 | coil_size1 | coil_length2 | coil_size2 | coil_length3 | coil_size3 | coil_length4 | coil_size4 | coil_length5 | coil_size5 | coil_count | Aneu_width_label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1621 | 2503 | woman | 47 | ICA | 8.0 | 7.7 | 7.4 | 7.0 | 208.736733 | Stent assist | no | 26.500000 | 30.0 | 8.0 | 15.0 | 5.0 | 15.0 | 4.0 | 15.0 | 4.0 | 6.0 | 3.0 | 5 | 2.0 |
| 1622 | 2504 | woman | 57 | ICA | 5.0 | 6.2 | 5.8 | 5.5 | 103.504867 | Stent assist | no | 24.700000 | 12.0 | 6.0 | 10.0 | 5.0 | 8.0 | 4.0 | 3.0 | 2.0 | 2.0 | 1.0 | 6 | 1.0 |
| 1623 | 2506 | woman | 54 | ACA | 3.9 | 3.7 | 3.5 | 3.3 | 22.364650 | Stent assist | yes | 29.900000 | 8.0 | 3.5 | 2.5 | 2.0 | 2.0 | 1.5 | 2.0 | 1.5 | NaN | NaN | 4 | 0.0 |
| 1624 | 2509 | woman | 45 | ICA | 5.0 | 4.5 | 4.5 | 4.4 | 46.629000 | Stent assist | no | 22.974247 | 7.0 | 4.0 | 10.0 | 4.0 | 4.0 | 3.0 | 4.0 | 2.0 | 3.0 | 1.5 | 6 | 0.0 |
| 1625 | 2510 | woman | 78 | ICA | 4.5 | 4.9 | 5.6 | 6.3 | 90.469680 | Stent assist | no | 23.000000 | 10.0 | 5.0 | 8.0 | 4.0 | 6.0 | 3.5 | 6.0 | 3.0 | 4.5 | 2.0 | 8 | 0.0 |
| 1626 | 2511 | woman | 46 | ICA | 4.2 | 4.7 | 4.3 | 3.9 | 41.248610 | Stent assist | no | 24.100000 | 8.0 | 4.0 | 8.0 | 3.5 | 4.5 | 3.0 | 2.5 | 2.0 | NaN | NaN | 4 | 0.0 |
| 1627 | 2512 | woman | 58 | MCA | 2.6 | 2.7 | NaN | 3.9 | 0.000000 | NaN | no | NaN | 4.0 | 3.0 | 3.0 | 2.0 | 2.0 | 2.0 | NaN | NaN | NaN | NaN | 3 | 0.0 |
| 1628 | 2513 | woman | 50 | ICA | NaN | NaN | NaN | 4.0 | 0.000000 | NaN | no | 25.000000 | 6.0 | 4.0 | 4.0 | 3.0 | 3.0 | 2.0 | 2.0 | 2.0 | NaN | NaN | 4 | NaN |
| 1629 | 2514 | woman | 87 | ICA | 5.3 | 6.5 | 6.0 | 5.5 | 112.255000 | Stent assist | no | 27.200000 | 15.0 | 5.0 | 8.0 | 4.0 | 8.0 | 3.5 | 6.0 | 3.6 | 3.5 | 2.5 | 10 | 1.0 |
| 1630 | 2515 | man | 54 | VA | 5.8 | 8.1 | 7.7 | 7.3 | 238.274190 | Stent assist | no | 24.000000 | 20.0 | 7.0 | 10.0 | 6.0 | 10.0 | 5.0 | 3.5 | 2.5 | 2.0 | 1.5 | 16 | 2.0 |